{"id":"W2284943524","doi":"10.2196/humanfactors.4289","title":"Evaluating the Usability and Perceived Impact of an Electronic Medical Record Toolkit for Atrial Fibrillation Management in Primary Care: A Mixed-Methods Study Incorporating Human Factors Design","year":2016,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Usability; Workflow; Medicine; Intervention (counseling); Medical emergency; Nursing; Computer science; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01384141,0.0004237198,0.0008951018,0.000301083,0.001269421,0.00002753771,0.000448811,0.0003794915,0.0001231422],"category_scores_gemma":[0.001136894,0.0002452253,0.0002384036,0.0003442768,0.0001463999,0.0003255904,0.0002150917,0.0007519455,0.000001689479],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004287592,"about_ca_system_score_gemma":0.001670189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002670807,"about_ca_topic_score_gemma":0.004830716,"domain_scores_codex":[0.9848343,0.01035733,0.002013891,0.0007977622,0.0008258552,0.001170852],"domain_scores_gemma":[0.9920669,0.005550774,0.001120297,0.0007356381,0.0002495761,0.0002768485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003811571,0.000101452,0.8912323,0.0006580389,0.0001445408,6.373813e-7,0.01792289,0.00002603397,0.003188328,0.0001354191,0.00002357111,0.08618565],"study_design_scores_gemma":[0.003919465,0.00723436,0.9760789,0.000352076,0.00006414479,5.139899e-7,0.01041625,0.0003790043,0.0000218606,0.001205494,0.00003630124,0.0002916633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858037,0.00006847291,0.0009558441,0.00004498319,0.0003057504,0.01263865,0.00001994834,0.00008941646,0.00007322391],"genre_scores_gemma":[0.9978091,0.000008152902,0.001028265,0.00001285702,0.0004075216,0.0005525412,0.00005421206,0.00006797333,0.00005934551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08589399,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555781376497758,"score_gpt":0.547869237431177,"score_spread":0.3922910997814012,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}